The invention relates to the field of mining vehicles, and discloses a mining electric vehicle state parameter estimation system based on complex working conditions, and the system comprises a data collection module which collects and integrates sensor data and image data of a mining electric vehicle; the image processing module obtains, analyzes and processes image data; the edge processing module distributes the data processing task to a local device or an edge server for parallel processing; the self-adaptive updating module performs self-adaptive adjustment and optimization on an algorithm and a model according to the real-time feedback information; the estimation module accurately estimates state parameters of the electric vehicle by adopting a filtering algorithm and a state estimation algorithm; and the control and decision module controls the speed and steering behavior of the electric vehicle through a feedback control algorithm. The system can accurately estimate the state parameters of the mining electric vehicle by utilizing sensor data and image processing technologies and combining with the updating of a self-adaptive algorithm and a model, and formulate a corresponding control strategy and a decision scheme according to an estimation result, so as to improve the safety and efficiency of the mining electric vehicle.
本申请涉及矿用车辆领域,公开了基于复杂工况的矿用电动车状态参数估计系统,包括数据采集模块收集并整合矿用电动车的传感器数据和图像数据;图像处理模块获取图像数据并分析和处理;边缘处理模块将数据处理任务分配到本地设备或边缘服务器进行并行处理;自适应更新模块根据实时反馈信息对算法和模型进行自适应调整和优化;估计模块采用滤波算法和状态估计算法准确估计电动车的状态参数;控制与决策模块通过反馈控制算法控制电动车的速度、转向行为。系统利用传感器数据和图像处理技术,结合自适应算法和模型的更新,能够准确地估计矿用电动车的状态参数,并根据估计结果制定相应的控制策略和决策方案,以提高矿用电动车的安全性和效率。
Mining electric vehicle state parameter estimation system based on complex working conditions
基于复杂工况的矿用电动车状态参数估计系统
2024-01-05
Patent
Electronic Resource
Chinese
IPC: | B60W CONJOINT CONTROL OF VEHICLE SUB-UNITS OF DIFFERENT TYPE OR DIFFERENT FUNCTION , Gemeinsame Steuerung oder Regelung von Fahrzeug-Unteraggregaten verschiedenen Typs oder verschiedener Funktion / G06F ELECTRIC DIGITAL DATA PROCESSING , Elektrische digitale Datenverarbeitung / G06N COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS , Rechnersysteme, basierend auf spezifischen Rechenmodellen / G06V |
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